The following POIs were queried from Open Street Map:
500-foot grid cells were created. The number of unique POI categories within 1,000 feet from the center of each cell was calculated, returning a value of 0-7 for each cell, with 7 representing all POI types are present, and 0 representing no POIs present.
Note: you may need to zoom in to see grid cells.